Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 400 |
| Missing cells | 1009 |
| Missing cells (%) | 9.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 81.4 KiB |
| Average record size in memory | 208.3 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 12 |
| Boolean | 3 |
wc has a high cardinality: 92 distinct values | High cardinality |
id is highly correlated with sg and 11 other fields | High correlation |
al is highly correlated with id and 14 other fields | High correlation |
su is highly correlated with bgr and 6 other fields | High correlation |
bgr is highly correlated with al and 6 other fields | High correlation |
bu is highly correlated with al and 9 other fields | High correlation |
sc is highly correlated with bu and 6 other fields | High correlation |
sod is highly correlated with pc and 6 other fields | High correlation |
pot is highly correlated with bu and 3 other fields | High correlation |
hemo is highly correlated with id and 15 other fields | High correlation |
sg is highly correlated with id and 5 other fields | High correlation |
rbc is highly correlated with id and 6 other fields | High correlation |
pc is highly correlated with id and 10 other fields | High correlation |
pcc is highly correlated with al and 1 other fields | High correlation |
pcv is highly correlated with id and 19 other fields | High correlation |
rc is highly correlated with id and 21 other fields | High correlation |
htn is highly correlated with id and 12 other fields | High correlation |
dm is highly correlated with id and 5 other fields | High correlation |
ane is highly correlated with bu and 4 other fields | High correlation |
classification is highly correlated with id and 6 other fields | High correlation |
age is highly correlated with htn | High correlation |
bp is highly correlated with pcv and 1 other fields | High correlation |
ba is highly correlated with al and 1 other fields | High correlation |
wc is highly correlated with id and 12 other fields | High correlation |
cad is highly correlated with su and 1 other fields | High correlation |
appet is highly correlated with id and 6 other fields | High correlation |
pe is highly correlated with al and 6 other fields | High correlation |
age has 9 (2.2%) missing values | Missing |
bp has 12 (3.0%) missing values | Missing |
sg has 47 (11.8%) missing values | Missing |
al has 46 (11.5%) missing values | Missing |
su has 49 (12.2%) missing values | Missing |
rbc has 152 (38.0%) missing values | Missing |
pc has 65 (16.2%) missing values | Missing |
bgr has 44 (11.0%) missing values | Missing |
bu has 19 (4.8%) missing values | Missing |
sc has 17 (4.2%) missing values | Missing |
sod has 87 (21.8%) missing values | Missing |
pot has 88 (22.0%) missing values | Missing |
hemo has 52 (13.0%) missing values | Missing |
pcv has 70 (17.5%) missing values | Missing |
wc has 105 (26.2%) missing values | Missing |
rc has 130 (32.5%) missing values | Missing |
id is uniformly distributed | Uniform |
id has unique values | Unique |
al has 199 (49.8%) zeros | Zeros |
su has 290 (72.5%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-16 10:08:47.548709 |
|---|---|
| Analysis finished | 2022-11-16 10:09:09.425566 |
| Duration | 21.88 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 400 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 199.5 |
| Minimum | 0 |
|---|---|
| Maximum | 399 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 19.95 |
| Q1 | 99.75 |
| median | 199.5 |
| Q3 | 299.25 |
| 95-th percentile | 379.05 |
| Maximum | 399 |
| Range | 399 |
| Interquartile range (IQR) | 199.5 |
Descriptive statistics
| Standard deviation | 115.6143013 |
|---|---|
| Coefficient of variation (CV) | 0.5795203073 |
| Kurtosis | -1.2 |
| Mean | 199.5 |
| Median Absolute Deviation (MAD) | 100 |
| Skewness | 0 |
| Sum | 79800 |
| Variance | 13366.66667 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.2% |
| 263 | 1 | 0.2% |
| 273 | 1 | 0.2% |
| 272 | 1 | 0.2% |
| 271 | 1 | 0.2% |
| 270 | 1 | 0.2% |
| 269 | 1 | 0.2% |
| 268 | 1 | 0.2% |
| 267 | 1 | 0.2% |
| 266 | 1 | 0.2% |
| Other values (390) | 390 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 399 | 1 | |
| 398 | 1 | |
| 397 | 1 | |
| 396 | 1 | |
| 395 | 1 | |
| 394 | 1 | |
| 393 | 1 | |
| 392 | 1 | |
| 391 | 1 | |
| 390 | 1 |
| Distinct | 76 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 9 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.48337596 |
| Minimum | 2 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 42 |
| median | 55 |
| Q3 | 64.5 |
| 95-th percentile | 74.5 |
| Maximum | 90 |
| Range | 88 |
| Interquartile range (IQR) | 22.5 |
Descriptive statistics
| Standard deviation | 17.16971409 |
|---|---|
| Coefficient of variation (CV) | 0.3335001594 |
| Kurtosis | 0.0578404946 |
| Mean | 51.48337596 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.6682594692 |
| Sum | 20130 |
| Variance | 294.7990819 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60 | 19 | 4.8% |
| 65 | 17 | 4.2% |
| 48 | 12 | 3.0% |
| 50 | 12 | 3.0% |
| 55 | 12 | 3.0% |
| 47 | 11 | 2.8% |
| 56 | 10 | 2.5% |
| 59 | 10 | 2.5% |
| 45 | 10 | 2.5% |
| 54 | 10 | 2.5% |
| Other values (66) | 268 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.2% |
| 3 | 1 | 0.2% |
| 4 | 1 | 0.2% |
| 5 | 2 | |
| 6 | 1 | 0.2% |
| 7 | 1 | 0.2% |
| 8 | 3 | |
| 11 | 1 | 0.2% |
| 12 | 2 | |
| 14 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 90 | 1 | 0.2% |
| 83 | 1 | 0.2% |
| 82 | 1 | 0.2% |
| 81 | 1 | 0.2% |
| 80 | 4 | |
| 79 | 1 | 0.2% |
| 78 | 1 | 0.2% |
| 76 | 5 | |
| 75 | 5 | |
| 74 | 3 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 12 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.46907216 |
| Minimum | 50 |
|---|---|
| Maximum | 180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 70 |
| median | 80 |
| Q3 | 80 |
| 95-th percentile | 100 |
| Maximum | 180 |
| Range | 130 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 13.68363749 |
|---|---|
| Coefficient of variation (CV) | 0.1789434226 |
| Kurtosis | 8.646095189 |
| Mean | 76.46907216 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.605428957 |
| Sum | 29670 |
| Variance | 187.2419351 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 116 | |
| 70 | 112 | |
| 60 | 71 | |
| 90 | 53 | |
| 100 | 25 | 6.2% |
| 50 | 5 | 1.2% |
| 110 | 3 | 0.8% |
| 140 | 1 | 0.2% |
| 180 | 1 | 0.2% |
| 120 | 1 | 0.2% |
| (Missing) | 12 | 3.0% |
| Value | Count | Frequency (%) |
| 50 | 5 | 1.2% |
| 60 | 71 | |
| 70 | 112 | |
| 80 | 116 | |
| 90 | 53 | |
| 100 | 25 | 6.2% |
| 110 | 3 | 0.8% |
| 120 | 1 | 0.2% |
| 140 | 1 | 0.2% |
| 180 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 180 | 1 | 0.2% |
| 140 | 1 | 0.2% |
| 120 | 1 | 0.2% |
| 110 | 3 | 0.8% |
| 100 | 25 | 6.2% |
| 90 | 53 | |
| 80 | 116 | |
| 70 | 112 | |
| 60 | 71 | |
| 50 | 5 | 1.2% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 47 |
| Missing (%) | 11.8% |
| Memory size | 3.2 KiB |
| 1.02 | |
|---|---|
| 1.01 | |
| 1.025 | |
| 1.015 | |
| 1.005 | 7 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.461756374 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1575 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.02 |
|---|---|
| 2nd row | 1.02 |
| 3rd row | 1.01 |
| 4th row | 1.005 |
| 5th row | 1.01 |
Common Values
| Value | Count | Frequency (%) |
| 1.02 | 106 | |
| 1.01 | 84 | |
| 1.025 | 81 | |
| 1.015 | 75 | |
| 1.005 | 7 | 1.8% |
| (Missing) | 47 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1.02 | 106 | |
| 1.01 | 84 | |
| 1.025 | 81 | |
| 1.015 | 75 | |
| 1.005 | 7 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 512 | |
| 0 | 360 | |
| . | 353 | |
| 2 | 187 | 11.9% |
| 5 | 163 | 10.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1222 | |
| Other Punctuation | 353 | 22.4% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 512 | |
| 0 | 360 | |
| 2 | 187 | 15.3% |
| 5 | 163 | 13.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 353 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1575 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 512 | |
| 0 | 360 | |
| . | 353 | |
| 2 | 187 | 11.9% |
| 5 | 163 | 10.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1575 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 512 | |
| 0 | 360 | |
| . | 353 | |
| 2 | 187 | 11.9% |
| 5 | 163 | 10.3% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 46 |
| Missing (%) | 11.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.016949153 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 199 |
| Zeros (%) | 49.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.352678913 |
|---|---|
| Coefficient of variation (CV) | 1.330134264 |
| Kurtosis | -0.3833766021 |
| Mean | 1.016949153 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9981572421 |
| Sum | 360 |
| Variance | 1.829740241 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 199 | |
| 1 | 44 | 11.0% |
| 2 | 43 | 10.8% |
| 3 | 43 | 10.8% |
| 4 | 24 | 6.0% |
| 5 | 1 | 0.2% |
| (Missing) | 46 | 11.5% |
| Value | Count | Frequency (%) |
| 0 | 199 | |
| 1 | 44 | 11.0% |
| 2 | 43 | 10.8% |
| 3 | 43 | 10.8% |
| 4 | 24 | 6.0% |
| 5 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 5 | 1 | 0.2% |
| 4 | 24 | 6.0% |
| 3 | 43 | 10.8% |
| 2 | 43 | 10.8% |
| 1 | 44 | 11.0% |
| 0 | 199 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 49 |
| Missing (%) | 12.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4501424501 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 290 |
| Zeros (%) | 72.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.099191252 |
|---|---|
| Coefficient of variation (CV) | 2.441874237 |
| Kurtosis | 5.055348003 |
| Mean | 0.4501424501 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.464261823 |
| Sum | 158 |
| Variance | 1.208221408 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 290 | |
| 2 | 18 | 4.5% |
| 3 | 14 | 3.5% |
| 4 | 13 | 3.2% |
| 1 | 13 | 3.2% |
| 5 | 3 | 0.8% |
| (Missing) | 49 | 12.2% |
| Value | Count | Frequency (%) |
| 0 | 290 | |
| 1 | 13 | 3.2% |
| 2 | 18 | 4.5% |
| 3 | 14 | 3.5% |
| 4 | 13 | 3.2% |
| 5 | 3 | 0.8% |
| Value | Count | Frequency (%) |
| 5 | 3 | 0.8% |
| 4 | 13 | 3.2% |
| 3 | 14 | 3.5% |
| 2 | 18 | 4.5% |
| 1 | 13 | 3.2% |
| 0 | 290 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 152 |
| Missing (%) | 38.0% |
| Memory size | 3.2 KiB |
| normal | |
|---|---|
| abnormal |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.379032258 |
| Min length | 6 |
Characters and Unicode
| Total characters | 1582 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | normal |
|---|---|
| 2nd row | normal |
| 3rd row | normal |
| 4th row | normal |
| 5th row | normal |
Common Values
| Value | Count | Frequency (%) |
| normal | 201 | |
| abnormal | 47 | 11.8% |
| (Missing) | 152 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| normal | 201 | |
| abnormal | 47 | 19.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 295 | |
| n | 248 | |
| o | 248 | |
| r | 248 | |
| m | 248 | |
| l | 248 | |
| b | 47 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1582 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 295 | |
| n | 248 | |
| o | 248 | |
| r | 248 | |
| m | 248 | |
| l | 248 | |
| b | 47 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1582 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 295 | |
| n | 248 | |
| o | 248 | |
| r | 248 | |
| m | 248 | |
| l | 248 | |
| b | 47 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1582 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 295 | |
| n | 248 | |
| o | 248 | |
| r | 248 | |
| m | 248 | |
| l | 248 | |
| b | 47 | 3.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 65 |
| Missing (%) | 16.2% |
| Memory size | 3.2 KiB |
| normal | |
|---|---|
| abnormal |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.453731343 |
| Min length | 6 |
Characters and Unicode
| Total characters | 2162 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | normal |
|---|---|
| 2nd row | normal |
| 3rd row | normal |
| 4th row | abnormal |
| 5th row | normal |
Common Values
| Value | Count | Frequency (%) |
| normal | 259 | |
| abnormal | 76 | 19.0% |
| (Missing) | 65 | 16.2% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| normal | 259 | |
| abnormal | 76 | 22.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 411 | |
| n | 335 | |
| o | 335 | |
| r | 335 | |
| m | 335 | |
| l | 335 | |
| b | 76 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2162 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 411 | |
| n | 335 | |
| o | 335 | |
| r | 335 | |
| m | 335 | |
| l | 335 | |
| b | 76 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2162 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 411 | |
| n | 335 | |
| o | 335 | |
| r | 335 | |
| m | 335 | |
| l | 335 | |
| b | 76 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2162 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 411 | |
| n | 335 | |
| o | 335 | |
| r | 335 | |
| m | 335 | |
| l | 335 | |
| b | 76 | 3.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 4 |
| Missing (%) | 1.0% |
| Memory size | 3.2 KiB |
| notpresent | |
|---|---|
| present |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.681818182 |
| Min length | 7 |
Characters and Unicode
| Total characters | 3834 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | notpresent |
|---|---|
| 2nd row | notpresent |
| 3rd row | notpresent |
| 4th row | present |
| 5th row | notpresent |
Common Values
| Value | Count | Frequency (%) |
| notpresent | 354 | |
| present | 42 | 10.5% |
| (Missing) | 4 | 1.0% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| notpresent | 354 | |
| present | 42 | 10.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 750 | |
| t | 750 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 354 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3834 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 750 | |
| t | 750 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 354 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3834 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 750 | |
| t | 750 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 354 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3834 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 750 | |
| t | 750 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 354 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 4 |
| Missing (%) | 1.0% |
| Memory size | 3.2 KiB |
| notpresent | |
|---|---|
| present | 22 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.833333333 |
| Min length | 7 |
Characters and Unicode
| Total characters | 3894 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | notpresent |
|---|---|
| 2nd row | notpresent |
| 3rd row | notpresent |
| 4th row | notpresent |
| 5th row | notpresent |
Common Values
| Value | Count | Frequency (%) |
| notpresent | 374 | |
| present | 22 | 5.5% |
| (Missing) | 4 | 1.0% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| notpresent | 374 | |
| present | 22 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 770 | |
| t | 770 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 374 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3894 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 770 | |
| t | 770 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 374 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3894 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 770 | |
| t | 770 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 374 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3894 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 770 | |
| t | 770 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 374 |
| Distinct | 146 |
|---|---|
| Distinct (%) | 41.0% |
| Missing | 44 |
| Missing (%) | 11.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 148.0365169 |
| Minimum | 22 |
|---|---|
| Maximum | 490 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 78.75 |
| Q1 | 99 |
| median | 121 |
| Q3 | 163 |
| 95-th percentile | 307.25 |
| Maximum | 490 |
| Range | 468 |
| Interquartile range (IQR) | 64 |
Descriptive statistics
| Standard deviation | 79.28171424 |
|---|---|
| Coefficient of variation (CV) | 0.5355551179 |
| Kurtosis | 4.225593588 |
| Mean | 148.0365169 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 2.010773173 |
| Sum | 52701 |
| Variance | 6285.590212 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 99 | 10 | 2.5% |
| 93 | 9 | 2.2% |
| 100 | 9 | 2.2% |
| 107 | 8 | 2.0% |
| 131 | 6 | 1.5% |
| 140 | 6 | 1.5% |
| 109 | 6 | 1.5% |
| 92 | 6 | 1.5% |
| 117 | 6 | 1.5% |
| 130 | 6 | 1.5% |
| Other values (136) | 284 | |
| (Missing) | 44 | 11.0% |
| Value | Count | Frequency (%) |
| 22 | 1 | 0.2% |
| 70 | 5 | |
| 74 | 3 | |
| 75 | 2 | 0.5% |
| 76 | 4 | |
| 78 | 3 | |
| 79 | 3 | |
| 80 | 2 | 0.5% |
| 81 | 3 | |
| 82 | 3 |
| Value | Count | Frequency (%) |
| 490 | 2 | |
| 463 | 1 | |
| 447 | 1 | |
| 425 | 1 | |
| 424 | 2 | |
| 423 | 1 | |
| 415 | 1 | |
| 410 | 1 | |
| 380 | 1 | |
| 360 | 2 |
| Distinct | 118 |
|---|---|
| Distinct (%) | 31.0% |
| Missing | 19 |
| Missing (%) | 4.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.42572178 |
| Minimum | 1.5 |
|---|---|
| Maximum | 391 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 27 |
| median | 42 |
| Q3 | 66 |
| 95-th percentile | 162 |
| Maximum | 391 |
| Range | 389.5 |
| Interquartile range (IQR) | 39 |
Descriptive statistics
| Standard deviation | 50.50300585 |
|---|---|
| Coefficient of variation (CV) | 0.8794492133 |
| Kurtosis | 9.345288576 |
| Mean | 57.42572178 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 2.634374459 |
| Sum | 21879.2 |
| Variance | 2550.5536 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 46 | 15 | 3.8% |
| 25 | 13 | 3.2% |
| 19 | 11 | 2.8% |
| 40 | 10 | 2.5% |
| 15 | 9 | 2.2% |
| 48 | 9 | 2.2% |
| 50 | 9 | 2.2% |
| 18 | 9 | 2.2% |
| 32 | 8 | 2.0% |
| 49 | 8 | 2.0% |
| Other values (108) | 280 | |
| (Missing) | 19 | 4.8% |
| Value | Count | Frequency (%) |
| 1.5 | 1 | 0.2% |
| 10 | 2 | 0.5% |
| 15 | 9 | |
| 16 | 7 | |
| 17 | 7 | |
| 18 | 9 | |
| 19 | 11 | |
| 20 | 7 | |
| 21 | 1 | 0.2% |
| 22 | 6 |
| Value | Count | Frequency (%) |
| 391 | 1 | |
| 322 | 1 | |
| 309 | 1 | |
| 241 | 1 | |
| 235 | 1 | |
| 223 | 1 | |
| 219 | 1 | |
| 217 | 1 | |
| 215 | 1 | |
| 208 | 1 |
| Distinct | 84 |
|---|---|
| Distinct (%) | 21.9% |
| Missing | 17 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.072454308 |
| Minimum | 0.4 |
|---|---|
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.9 |
| median | 1.3 |
| Q3 | 2.8 |
| 95-th percentile | 11.89 |
| Maximum | 76 |
| Range | 75.6 |
| Interquartile range (IQR) | 1.9 |
Descriptive statistics
| Standard deviation | 5.741126067 |
|---|---|
| Coefficient of variation (CV) | 1.868579803 |
| Kurtosis | 79.30434545 |
| Mean | 3.072454308 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 7.509538252 |
| Sum | 1176.75 |
| Variance | 32.96052852 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.2 | 40 | 10.0% |
| 1.1 | 24 | 6.0% |
| 0.5 | 23 | 5.8% |
| 1 | 23 | 5.8% |
| 0.9 | 22 | 5.5% |
| 0.7 | 22 | 5.5% |
| 0.6 | 18 | 4.5% |
| 0.8 | 17 | 4.2% |
| 2.2 | 10 | 2.5% |
| 1.5 | 9 | 2.2% |
| Other values (74) | 175 | |
| (Missing) | 17 | 4.2% |
| Value | Count | Frequency (%) |
| 0.4 | 1 | 0.2% |
| 0.5 | 23 | |
| 0.6 | 18 | |
| 0.7 | 22 | |
| 0.8 | 17 | |
| 0.9 | 22 | |
| 1 | 23 | |
| 1.1 | 24 | |
| 1.2 | 40 | |
| 1.3 | 8 | 2.0% |
| Value | Count | Frequency (%) |
| 76 | 1 | |
| 48.1 | 1 | |
| 32 | 1 | |
| 24 | 1 | |
| 18.1 | 1 | |
| 18 | 1 | |
| 16.9 | 1 | |
| 16.4 | 1 | |
| 15.2 | 1 | |
| 15 | 1 |
| Distinct | 34 |
|---|---|
| Distinct (%) | 10.9% |
| Missing | 87 |
| Missing (%) | 21.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 137.528754 |
| Minimum | 4.5 |
|---|---|
| Maximum | 163 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 4.5 |
|---|---|
| 5-th percentile | 125 |
| Q1 | 135 |
| median | 138 |
| Q3 | 142 |
| 95-th percentile | 150 |
| Maximum | 163 |
| Range | 158.5 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 10.40875205 |
|---|---|
| Coefficient of variation (CV) | 0.07568418785 |
| Kurtosis | 85.53436962 |
| Mean | 137.528754 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -6.996568561 |
| Sum | 43046.5 |
| Variance | 108.3421193 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 135 | 40 | |
| 140 | 25 | 6.2% |
| 141 | 22 | 5.5% |
| 139 | 21 | 5.2% |
| 142 | 20 | 5.0% |
| 138 | 20 | 5.0% |
| 137 | 19 | 4.8% |
| 150 | 17 | 4.2% |
| 136 | 17 | 4.2% |
| 147 | 13 | 3.2% |
| Other values (24) | 99 | |
| (Missing) | 87 |
| Value | Count | Frequency (%) |
| 4.5 | 1 | 0.2% |
| 104 | 1 | 0.2% |
| 111 | 1 | 0.2% |
| 113 | 2 | |
| 114 | 2 | |
| 115 | 1 | 0.2% |
| 120 | 2 | |
| 122 | 2 | |
| 124 | 3 | |
| 125 | 2 |
| Value | Count | Frequency (%) |
| 163 | 1 | 0.2% |
| 150 | 17 | |
| 147 | 13 | |
| 146 | 10 | 2.5% |
| 145 | 11 | |
| 144 | 9 | 2.2% |
| 143 | 4 | 1.0% |
| 142 | 20 | |
| 141 | 22 | |
| 140 | 25 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 12.8% |
| Missing | 88 |
| Missing (%) | 22.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.62724359 |
| Minimum | 2.5 |
|---|---|
| Maximum | 47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 3.4 |
| Q1 | 3.8 |
| median | 4.4 |
| Q3 | 4.9 |
| 95-th percentile | 5.7 |
| Maximum | 47 |
| Range | 44.5 |
| Interquartile range (IQR) | 1.1 |
Descriptive statistics
| Standard deviation | 3.193904177 |
|---|---|
| Coefficient of variation (CV) | 0.6902390407 |
| Kurtosis | 142.5059115 |
| Mean | 4.62724359 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 11.58295556 |
| Sum | 1443.7 |
| Variance | 10.20102389 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.5 | 30 | 7.5% |
| 5 | 30 | 7.5% |
| 4.9 | 27 | 6.8% |
| 4.7 | 17 | 4.2% |
| 4.8 | 16 | 4.0% |
| 4 | 14 | 3.5% |
| 4.1 | 14 | 3.5% |
| 4.4 | 14 | 3.5% |
| 3.9 | 14 | 3.5% |
| 3.8 | 14 | 3.5% |
| Other values (30) | 122 | |
| (Missing) | 88 |
| Value | Count | Frequency (%) |
| 2.5 | 2 | 0.5% |
| 2.7 | 1 | 0.2% |
| 2.8 | 1 | 0.2% |
| 2.9 | 3 | 0.8% |
| 3 | 2 | 0.5% |
| 3.2 | 3 | 0.8% |
| 3.3 | 3 | 0.8% |
| 3.4 | 5 | 1.2% |
| 3.5 | 30 | |
| 3.6 | 8 | 2.0% |
| Value | Count | Frequency (%) |
| 47 | 1 | 0.2% |
| 39 | 1 | 0.2% |
| 7.6 | 1 | 0.2% |
| 6.6 | 1 | 0.2% |
| 6.5 | 2 | |
| 6.4 | 1 | 0.2% |
| 6.3 | 3 | |
| 5.9 | 2 | |
| 5.8 | 2 | |
| 5.7 | 4 |
| Distinct | 115 |
|---|---|
| Distinct (%) | 33.0% |
| Missing | 52 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.52643678 |
| Minimum | 3.1 |
|---|---|
| Maximum | 17.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 3.1 |
|---|---|
| 5-th percentile | 7.9 |
| Q1 | 10.3 |
| median | 12.65 |
| Q3 | 15 |
| 95-th percentile | 16.9 |
| Maximum | 17.8 |
| Range | 14.7 |
| Interquartile range (IQR) | 4.7 |
Descriptive statistics
| Standard deviation | 2.912586609 |
|---|---|
| Coefficient of variation (CV) | 0.2325151725 |
| Kurtosis | -0.4713980437 |
| Mean | 12.52643678 |
| Median Absolute Deviation (MAD) | 2.35 |
| Skewness | -0.3350946792 |
| Sum | 4359.2 |
| Variance | 8.483160754 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 16 | 4.0% |
| 10.9 | 8 | 2.0% |
| 13.6 | 7 | 1.8% |
| 13 | 7 | 1.8% |
| 9.8 | 7 | 1.8% |
| 11.1 | 7 | 1.8% |
| 10.3 | 6 | 1.5% |
| 11.3 | 6 | 1.5% |
| 13.9 | 6 | 1.5% |
| 12 | 6 | 1.5% |
| Other values (105) | 272 | |
| (Missing) | 52 | 13.0% |
| Value | Count | Frequency (%) |
| 3.1 | 1 | |
| 4.8 | 1 | |
| 5.5 | 1 | |
| 5.6 | 1 | |
| 5.8 | 1 | |
| 6 | 2 | |
| 6.1 | 1 | |
| 6.2 | 1 | |
| 6.3 | 1 | |
| 6.6 | 1 |
| Value | Count | Frequency (%) |
| 17.8 | 3 | |
| 17.7 | 1 | 0.2% |
| 17.6 | 1 | 0.2% |
| 17.5 | 1 | 0.2% |
| 17.4 | 2 | |
| 17.3 | 1 | 0.2% |
| 17.2 | 2 | |
| 17.1 | 2 | |
| 17 | 4 | |
| 16.9 | 2 |
| Distinct | 44 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 70 |
| Missing (%) | 17.5% |
| Memory size | 3.2 KiB |
| 52 | 21 |
|---|---|
| 41 | 21 |
| 48 | 19 |
| 44 | 19 |
| 40 | 16 |
| Other values (39) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 1 |
Characters and Unicode
| Total characters | 660 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 10 ? |
|---|---|
| Unique (%) | 3.0% |
Sample
| 1st row | 44 |
|---|---|
| 2nd row | 38 |
| 3rd row | 31 |
| 4th row | 32 |
| 5th row | 35 |
Common Values
| Value | Count | Frequency (%) |
| 52 | 21 | 5.2% |
| 41 | 21 | 5.2% |
| 48 | 19 | 4.8% |
| 44 | 19 | 4.8% |
| 40 | 16 | 4.0% |
| 43 | 14 | 3.5% |
| 42 | 13 | 3.2% |
| 45 | 13 | 3.2% |
| 36 | 12 | 3.0% |
| 33 | 12 | 3.0% |
| Other values (34) | 170 | |
| (Missing) | 70 |
Length
| Value | Count | Frequency (%) |
| 52 | 21 | 6.4% |
| 41 | 21 | 6.4% |
| 48 | 19 | 5.8% |
| 44 | 19 | 5.8% |
| 40 | 16 | 4.8% |
| 43 | 15 | 4.5% |
| 42 | 13 | 3.9% |
| 45 | 13 | 3.9% |
| 32 | 12 | 3.6% |
| 50 | 12 | 3.6% |
| Other values (33) | 169 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 175 | |
| 3 | 129 | |
| 2 | 96 | |
| 5 | 71 | |
| 1 | 41 | 6.2% |
| 0 | 38 | 5.8% |
| 8 | 37 | 5.6% |
| 6 | 28 | 4.2% |
| 9 | 23 | 3.5% |
| 7 | 19 | 2.9% |
| Other values (2) | 3 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 657 | |
| Control | 2 | 0.3% |
| Other Punctuation | 1 | 0.2% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 175 | |
| 3 | 129 | |
| 2 | 96 | |
| 5 | 71 | |
| 1 | 41 | 6.2% |
| 0 | 38 | 5.8% |
| 8 | 37 | 5.6% |
| 6 | 28 | 4.3% |
| 9 | 23 | 3.5% |
| 7 | 19 | 2.9% |
Control
| Value | Count | Frequency (%) |
| 2 |
Other Punctuation
| Value | Count | Frequency (%) |
| ? | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 660 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 175 | |
| 3 | 129 | |
| 2 | 96 | |
| 5 | 71 | |
| 1 | 41 | 6.2% |
| 0 | 38 | 5.8% |
| 8 | 37 | 5.6% |
| 6 | 28 | 4.2% |
| 9 | 23 | 3.5% |
| 7 | 19 | 2.9% |
| Other values (2) | 3 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 660 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 175 | |
| 3 | 129 | |
| 2 | 96 | |
| 5 | 71 | |
| 1 | 41 | 6.2% |
| 0 | 38 | 5.8% |
| 8 | 37 | 5.6% |
| 6 | 28 | 4.2% |
| 9 | 23 | 3.5% |
| 7 | 19 | 2.9% |
| Other values (2) | 3 | 0.5% |
| Distinct | 92 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 105 |
| Missing (%) | 26.2% |
| Memory size | 3.2 KiB |
| 9800 | 11 |
|---|---|
| 6700 | 10 |
| 9600 | 9 |
| 7200 | 9 |
| 9200 | 9 |
| Other values (87) |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.227118644 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1247 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 34 ? |
|---|---|
| Unique (%) | 11.5% |
Sample
| 1st row | 7800 |
|---|---|
| 2nd row | 6000 |
| 3rd row | 7500 |
| 4th row | 6700 |
| 5th row | 7300 |
Common Values
| Value | Count | Frequency (%) |
| 9800 | 11 | 2.8% |
| 6700 | 10 | 2.5% |
| 9600 | 9 | 2.2% |
| 7200 | 9 | 2.2% |
| 9200 | 9 | 2.2% |
| 6900 | 8 | 2.0% |
| 5800 | 8 | 2.0% |
| 11000 | 8 | 2.0% |
| 7800 | 7 | 1.8% |
| 7000 | 7 | 1.8% |
| Other values (82) | 209 | |
| (Missing) | 105 |
Length
| Value | Count | Frequency (%) |
| 9800 | 11 | 3.7% |
| 6700 | 10 | 3.4% |
| 9600 | 9 | 3.1% |
| 7200 | 9 | 3.1% |
| 9200 | 9 | 3.1% |
| 6900 | 8 | 2.7% |
| 5800 | 8 | 2.7% |
| 11000 | 8 | 2.7% |
| 7800 | 7 | 2.4% |
| 7000 | 7 | 2.4% |
| Other values (80) | 209 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 645 | |
| 1 | 99 | 7.9% |
| 9 | 75 | 6.0% |
| 6 | 75 | 6.0% |
| 7 | 75 | 6.0% |
| 8 | 67 | 5.4% |
| 5 | 66 | 5.3% |
| 2 | 55 | 4.4% |
| 4 | 50 | 4.0% |
| 3 | 36 | 2.9% |
| Other values (2) | 4 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1243 | |
| Control | 3 | 0.2% |
| Other Punctuation | 1 | 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 645 | |
| 1 | 99 | 8.0% |
| 9 | 75 | 6.0% |
| 6 | 75 | 6.0% |
| 7 | 75 | 6.0% |
| 8 | 67 | 5.4% |
| 5 | 66 | 5.3% |
| 2 | 55 | 4.4% |
| 4 | 50 | 4.0% |
| 3 | 36 | 2.9% |
Control
| Value | Count | Frequency (%) |
| 3 |
Other Punctuation
| Value | Count | Frequency (%) |
| ? | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1247 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 645 | |
| 1 | 99 | 7.9% |
| 9 | 75 | 6.0% |
| 6 | 75 | 6.0% |
| 7 | 75 | 6.0% |
| 8 | 67 | 5.4% |
| 5 | 66 | 5.3% |
| 2 | 55 | 4.4% |
| 4 | 50 | 4.0% |
| 3 | 36 | 2.9% |
| Other values (2) | 4 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1247 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 645 | |
| 1 | 99 | 7.9% |
| 9 | 75 | 6.0% |
| 6 | 75 | 6.0% |
| 7 | 75 | 6.0% |
| 8 | 67 | 5.4% |
| 5 | 66 | 5.3% |
| 2 | 55 | 4.4% |
| 4 | 50 | 4.0% |
| 3 | 36 | 2.9% |
| Other values (2) | 4 | 0.3% |
| Distinct | 49 |
|---|---|
| Distinct (%) | 18.1% |
| Missing | 130 |
| Missing (%) | 32.5% |
| Memory size | 3.2 KiB |
| 5.2 | 18 |
|---|---|
| 4.5 | 16 |
| 4.9 | 14 |
| 4.7 | 11 |
| 3.9 | 10 |
| Other values (44) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.951851852 |
| Min length | 1 |
Characters and Unicode
| Total characters | 797 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 1.9% |
Sample
| 1st row | 5.2 |
|---|---|
| 2nd row | 3.9 |
| 3rd row | 4.6 |
| 4th row | 4.4 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 5.2 | 18 | 4.5% |
| 4.5 | 16 | 4.0% |
| 4.9 | 14 | 3.5% |
| 4.7 | 11 | 2.8% |
| 3.9 | 10 | 2.5% |
| 4.8 | 10 | 2.5% |
| 4.6 | 9 | 2.2% |
| 3.4 | 9 | 2.2% |
| 5.9 | 8 | 2.0% |
| 5.5 | 8 | 2.0% |
| Other values (39) | 157 | |
| (Missing) | 130 |
Length
| Value | Count | Frequency (%) |
| 5.2 | 18 | 6.7% |
| 4.5 | 16 | 5.9% |
| 4.9 | 14 | 5.2% |
| 4.7 | 11 | 4.1% |
| 3.9 | 10 | 3.7% |
| 4.8 | 10 | 3.7% |
| 4.6 | 9 | 3.3% |
| 3.4 | 9 | 3.3% |
| 6.1 | 8 | 3.0% |
| 3.7 | 8 | 3.0% |
| Other values (39) | 157 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 263 | |
| 5 | 115 | |
| 4 | 115 | |
| 3 | 75 | 9.4% |
| 6 | 52 | 6.5% |
| 2 | 48 | 6.0% |
| 9 | 34 | 4.3% |
| 8 | 27 | 3.4% |
| 7 | 26 | 3.3% |
| 1 | 22 | 2.8% |
| Other values (3) | 20 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 532 | |
| Other Punctuation | 264 | |
| Control | 1 | 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 115 | |
| 4 | 115 | |
| 3 | 75 | |
| 6 | 52 | |
| 2 | 48 | |
| 9 | 34 | 6.4% |
| 8 | 27 | 5.1% |
| 7 | 26 | 4.9% |
| 1 | 22 | 4.1% |
| 0 | 18 | 3.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 263 | |
| ? | 1 | 0.4% |
Control
| Value | Count | Frequency (%) |
| 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 797 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 263 | |
| 5 | 115 | |
| 4 | 115 | |
| 3 | 75 | 9.4% |
| 6 | 52 | 6.5% |
| 2 | 48 | 6.0% |
| 9 | 34 | 4.3% |
| 8 | 27 | 3.4% |
| 7 | 26 | 3.3% |
| 1 | 22 | 2.8% |
| Other values (3) | 20 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 797 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 263 | |
| 5 | 115 | |
| 4 | 115 | |
| 3 | 75 | 9.4% |
| 6 | 52 | 6.5% |
| 2 | 48 | 6.0% |
| 9 | 34 | 4.3% |
| 8 | 27 | 3.4% |
| 7 | 26 | 3.3% |
| 1 | 22 | 2.8% |
| Other values (3) | 20 | 2.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 2 |
| Missing (%) | 0.5% |
| Memory size | 928.0 B |
| False | |
|---|---|
| True | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| False | 251 | |
| True | 147 | |
| (Missing) | 2 | 0.5% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 2 |
| Missing (%) | 0.5% |
| Memory size | 3.2 KiB |
| no | |
|---|---|
| yes | |
| no | 3 |
| yes | 2 |
| yes | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.359296482 |
| Min length | 2 |
Characters and Unicode
| Total characters | 939 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | yes |
|---|---|
| 2nd row | no |
| 3rd row | yes |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 258 | |
| yes | 134 | |
| no | 3 | 0.8% |
| yes | 2 | 0.5% |
| yes | 1 | 0.2% |
| (Missing) | 2 | 0.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 261 | |
| yes | 137 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 261 | |
| o | 261 | |
| y | 137 | |
| e | 137 | |
| s | 137 | |
| 5 | 0.5% | |
| 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 933 | |
| Control | 5 | 0.5% |
| Space Separator | 1 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 261 | |
| o | 261 | |
| y | 137 | |
| e | 137 | |
| s | 137 |
Control
| Value | Count | Frequency (%) |
| 5 |
Space Separator
| Value | Count | Frequency (%) |
| 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 933 | |
| Common | 6 | 0.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 261 | |
| o | 261 | |
| y | 137 | |
| e | 137 | |
| s | 137 |
Common
| Value | Count | Frequency (%) |
| 5 | ||
| 1 | 16.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 939 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 261 | |
| o | 261 | |
| y | 137 | |
| e | 137 | |
| s | 137 | |
| 5 | 0.5% | |
| 1 | 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 2 |
| Missing (%) | 0.5% |
| Memory size | 3.2 KiB |
| no | |
|---|---|
| yes | 34 |
| no | 2 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.090452261 |
| Min length | 2 |
Characters and Unicode
| Total characters | 832 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 362 | |
| yes | 34 | 8.5% |
| no | 2 | 0.5% |
| (Missing) | 2 | 0.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 364 | |
| yes | 34 | 8.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 364 | |
| o | 364 | |
| y | 34 | 4.1% |
| e | 34 | 4.1% |
| s | 34 | 4.1% |
| 2 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 830 | |
| Control | 2 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 364 | |
| o | 364 | |
| y | 34 | 4.1% |
| e | 34 | 4.1% |
| s | 34 | 4.1% |
Control
| Value | Count | Frequency (%) |
| 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 830 | |
| Common | 2 | 0.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 364 | |
| o | 364 | |
| y | 34 | 4.1% |
| e | 34 | 4.1% |
| s | 34 | 4.1% |
Common
| Value | Count | Frequency (%) |
| 2 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 832 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 364 | |
| o | 364 | |
| y | 34 | 4.1% |
| e | 34 | 4.1% |
| s | 34 | 4.1% |
| 2 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Memory size | 3.2 KiB |
| good | |
|---|---|
| poor |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1596 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | good |
|---|---|
| 2nd row | good |
| 3rd row | poor |
| 4th row | poor |
| 5th row | good |
Common Values
| Value | Count | Frequency (%) |
| good | 317 | |
| poor | 82 | 20.5% |
| (Missing) | 1 | 0.2% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| good | 317 | |
| poor | 82 | 20.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 798 | |
| g | 317 | 19.9% |
| d | 317 | 19.9% |
| p | 82 | 5.1% |
| r | 82 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1596 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 798 | |
| g | 317 | 19.9% |
| d | 317 | 19.9% |
| p | 82 | 5.1% |
| r | 82 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1596 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 798 | |
| g | 317 | 19.9% |
| d | 317 | 19.9% |
| p | 82 | 5.1% |
| r | 82 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1596 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 798 | |
| g | 317 | 19.9% |
| d | 317 | 19.9% |
| p | 82 | 5.1% |
| r | 82 | 5.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Memory size | 928.0 B |
| False | |
|---|---|
| True | |
| (Missing) | 1 |
| Value | Count | Frequency (%) |
| False | 323 | |
| True | 76 | 19.0% |
| (Missing) | 1 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Memory size | 928.0 B |
| False | |
|---|---|
| True | |
| (Missing) | 1 |
| Value | Count | Frequency (%) |
| False | 339 | |
| True | 60 | 15.0% |
| (Missing) | 1 | 0.2% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| ckd | |
|---|---|
| notckd | |
| ckd | 2 |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 4.13 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1652 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ckd |
|---|---|
| 2nd row | ckd |
| 3rd row | ckd |
| 4th row | ckd |
| 5th row | ckd |
Common Values
| Value | Count | Frequency (%) |
| ckd | 248 | |
| notckd | 150 | |
| ckd | 2 | 0.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| ckd | 250 | |
| notckd | 150 |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 400 | |
| k | 400 | |
| d | 400 | |
| n | 150 | 9.1% |
| o | 150 | 9.1% |
| t | 150 | 9.1% |
| 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1650 | |
| Control | 2 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 400 | |
| k | 400 | |
| d | 400 | |
| n | 150 | 9.1% |
| o | 150 | 9.1% |
| t | 150 | 9.1% |
Control
| Value | Count | Frequency (%) |
| 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1650 | |
| Common | 2 | 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| c | 400 | |
| k | 400 | |
| d | 400 | |
| n | 150 | 9.1% |
| o | 150 | 9.1% |
| t | 150 | 9.1% |
Common
| Value | Count | Frequency (%) |
| 2 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1652 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| c | 400 | |
| k | 400 | |
| d | 400 | |
| n | 150 | 9.1% |
| o | 150 | 9.1% |
| t | 150 | 9.1% |
| 2 | 0.1% |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| id | age | bp | sg | al | su | rbc | pc | pcc | ba | bgr | bu | sc | sod | pot | hemo | pcv | wc | rc | htn | dm | cad | appet | pe | ane | classification | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 48.0 | 80.0 | 1.020 | 1.0 | 0.0 | NaN | normal | notpresent | notpresent | 121.0 | 36.0 | 1.2 | NaN | NaN | 15.4 | 44 | 7800 | 5.2 | yes | yes | no | good | no | no | ckd |
| 1 | 1 | 7.0 | 50.0 | 1.020 | 4.0 | 0.0 | NaN | normal | notpresent | notpresent | NaN | 18.0 | 0.8 | NaN | NaN | 11.3 | 38 | 6000 | NaN | no | no | no | good | no | no | ckd |
| 2 | 2 | 62.0 | 80.0 | 1.010 | 2.0 | 3.0 | normal | normal | notpresent | notpresent | 423.0 | 53.0 | 1.8 | NaN | NaN | 9.6 | 31 | 7500 | NaN | no | yes | no | poor | no | yes | ckd |
| 3 | 3 | 48.0 | 70.0 | 1.005 | 4.0 | 0.0 | normal | abnormal | present | notpresent | 117.0 | 56.0 | 3.8 | 111.0 | 2.5 | 11.2 | 32 | 6700 | 3.9 | yes | no | no | poor | yes | yes | ckd |
| 4 | 4 | 51.0 | 80.0 | 1.010 | 2.0 | 0.0 | normal | normal | notpresent | notpresent | 106.0 | 26.0 | 1.4 | NaN | NaN | 11.6 | 35 | 7300 | 4.6 | no | no | no | good | no | no | ckd |
| 5 | 5 | 60.0 | 90.0 | 1.015 | 3.0 | 0.0 | NaN | NaN | notpresent | notpresent | 74.0 | 25.0 | 1.1 | 142.0 | 3.2 | 12.2 | 39 | 7800 | 4.4 | yes | yes | no | good | yes | no | ckd |
| 6 | 6 | 68.0 | 70.0 | 1.010 | 0.0 | 0.0 | NaN | normal | notpresent | notpresent | 100.0 | 54.0 | 24.0 | 104.0 | 4.0 | 12.4 | 36 | NaN | NaN | no | no | no | good | no | no | ckd |
| 7 | 7 | 24.0 | NaN | 1.015 | 2.0 | 4.0 | normal | abnormal | notpresent | notpresent | 410.0 | 31.0 | 1.1 | NaN | NaN | 12.4 | 44 | 6900 | 5 | no | yes | no | good | yes | no | ckd |
| 8 | 8 | 52.0 | 100.0 | 1.015 | 3.0 | 0.0 | normal | abnormal | present | notpresent | 138.0 | 60.0 | 1.9 | NaN | NaN | 10.8 | 33 | 9600 | 4.0 | yes | yes | no | good | no | yes | ckd |
| 9 | 9 | 53.0 | 90.0 | 1.020 | 2.0 | 0.0 | abnormal | abnormal | present | notpresent | 70.0 | 107.0 | 7.2 | 114.0 | 3.7 | 9.5 | 29 | 12100 | 3.7 | yes | yes | no | poor | no | yes | ckd |
Last rows
| id | age | bp | sg | al | su | rbc | pc | pcc | ba | bgr | bu | sc | sod | pot | hemo | pcv | wc | rc | htn | dm | cad | appet | pe | ane | classification | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 390 | 390 | 52.0 | 80.0 | 1.025 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 99.0 | 25.0 | 0.8 | 135.0 | 3.7 | 15.0 | 52 | 6300 | 5.3 | no | no | no | good | no | no | notckd |
| 391 | 391 | 36.0 | 80.0 | 1.025 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 85.0 | 16.0 | 1.1 | 142.0 | 4.1 | 15.6 | 44 | 5800 | 6.3 | no | no | no | good | no | no | notckd |
| 392 | 392 | 57.0 | 80.0 | 1.020 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 133.0 | 48.0 | 1.2 | 147.0 | 4.3 | 14.8 | 46 | 6600 | 5.5 | no | no | no | good | no | no | notckd |
| 393 | 393 | 43.0 | 60.0 | 1.025 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 117.0 | 45.0 | 0.7 | 141.0 | 4.4 | 13.0 | 54 | 7400 | 5.4 | no | no | no | good | no | no | notckd |
| 394 | 394 | 50.0 | 80.0 | 1.020 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 137.0 | 46.0 | 0.8 | 139.0 | 5.0 | 14.1 | 45 | 9500 | 4.6 | no | no | no | good | no | no | notckd |
| 395 | 395 | 55.0 | 80.0 | 1.020 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 140.0 | 49.0 | 0.5 | 150.0 | 4.9 | 15.7 | 47 | 6700 | 4.9 | no | no | no | good | no | no | notckd |
| 396 | 396 | 42.0 | 70.0 | 1.025 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 75.0 | 31.0 | 1.2 | 141.0 | 3.5 | 16.5 | 54 | 7800 | 6.2 | no | no | no | good | no | no | notckd |
| 397 | 397 | 12.0 | 80.0 | 1.020 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 100.0 | 26.0 | 0.6 | 137.0 | 4.4 | 15.8 | 49 | 6600 | 5.4 | no | no | no | good | no | no | notckd |
| 398 | 398 | 17.0 | 60.0 | 1.025 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 114.0 | 50.0 | 1.0 | 135.0 | 4.9 | 14.2 | 51 | 7200 | 5.9 | no | no | no | good | no | no | notckd |
| 399 | 399 | 58.0 | 80.0 | 1.025 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 131.0 | 18.0 | 1.1 | 141.0 | 3.5 | 15.8 | 53 | 6800 | 6.1 | no | no | no | good | no | no | notckd |